{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "orig_nbformat": 4,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.6 64-bit"
  },
  "interpreter": {
   "hash": "e4d85d63baa40a9854e1e91e14fde8d7f9b9a564a40f3bc91b58b47abf2bd79f"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import numpy as np"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "\r\n",
    "x = np.linspace(0,2*np.pi,50,endpoint=True)\r\n",
    "y = np.sin(x)\r\n",
    "#有了 x 和 y 数据之后，我们通过 plt.plot(x, y) 来画出图形，并通过 plt.show() 来显示。\r\n",
    "#plt.style.use('seaborn-whitegrid')\r\n",
    "plt.plot(x, y, ls=\"-\", lw=2, label=\"y=sin(x)\")\r\n",
    "plt.legend()\r\n",
    "#plt.plot(x,y)\r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "\r\n",
    "plt.plot(x, y)\r\n",
    "plt.plot(x, y**3)\r\n",
    "plt.show()\r\n",
    " \r\n",
    "#绘制出图形之后，我们可以自己调整更多的样式，比如颜色、点、线。\r\n",
    "plt.plot(x, y, 'y*-')\r\n",
    "plt.plot(x, y**3, 'm--')#设置样式时，就是增加了一个字符串参数，比如 'y*-' ，其中 y 表示黄色，* 表示 星标的点，- 表示实线。\r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "\r\n",
    "###############################设置 figure和标题以及其他图列，注释属性######################################\r\n",
    "# 可以认为Matplotlib绘制的图形都在一个默认的 figure 中，当然了，\r\n",
    " \r\n",
    "# 你可以自己创建 figure，好处就是可以控制更多的参数，常见的就是控制图形的大小，这里创建一个 figure，设置大小为 (8, 4)\r\n",
    " \r\n",
    "plt.figure(figsize=(8, 4))\r\n",
    "plt.plot(x, y)\r\n",
    "plt.plot(x, y*2)\r\n",
    "plt.title(\"cos(x) & cos(x)*2\")\r\n",
    " \r\n",
    "#设置坐标轴的刻度，范围\r\n",
    "plt.xlim((0, 2*np.pi))\r\n",
    "plt.ylim((-2, 2))\r\n",
    "plt.xlabel('X')\r\n",
    "plt.ylabel('Y')#通过 xlim 和 ylim 来设限定轴的范围，通过 xlabel 和 ylabel 来设置轴的名称\r\n",
    " \r\n",
    "#我们也可以通过 xticks 和 yticks 来设置轴的刻度\r\n",
    "#plt.xticks((0, np.pi * 0.5, np.pi, np.pi * 1.5, np.pi * 2))\r\n",
    " \r\n",
    "###设置 label 和 legend\r\n",
    "#设置 label 和 legend 的目的就是为了区分出每个数据对应的图形名称。\r\n",
    "plt.plot(x, y, label=\"cos(x)\")\r\n",
    "plt.plot(x, -y*2, label=\"2cos(x)\")\r\n",
    "# plt.legend()\r\n",
    "plt.legend(loc='best')\r\n",
    " \r\n",
    " \r\n",
    "#####添加注释######\r\n",
    "# 需要对特定的点进行标注，我们可以使用 plt.annotate 函数来实现。\r\n",
    "#\r\n",
    "# 这里我们要标注的点是 (x0, y0) = (π, 0)。\r\n",
    "#\r\n",
    "# 我们也可以使用 plt.text 函数来添加注释。\r\n",
    "x0 = np.pi\r\n",
    "y0 = 0\r\n",
    " \r\n",
    "# 画出标注点\r\n",
    "plt.scatter(x0, y0, s=50)\r\n",
    "plt.annotate('sin(np.pi)=%s' % y0, xy=(np.pi, 0), xycoords='data', xytext=(+30, -30),\r\n",
    "             textcoords='offset points', fontsize=16,\r\n",
    "             arrowprops=dict(arrowstyle='->', connectionstyle=\"arc3,rad=.2\"))\r\n",
    "# 对于 annotate 函数的参数，做一个简单解释：\r\n",
    "#\r\n",
    "# 'sin(np.pi)=%s' % y0 代表标注的内容，可以通过字符串 %s 将 y0 的值传入字符串；\r\n",
    "# 参数 xycoords='data' 是说基于数据的值来选位置;\r\n",
    "# xytext=(+30, -30) 和 textcoords='offset points' 表示对于标注位置的描述 和 xy 偏差值，即标注位置是 xy 位置向右移动 30，向下移动30；\r\n",
    "# arrowprops 是对图中箭头类型和箭头弧度的设置，需要用 dict 形式传入。\r\n",
    " \r\n",
    "plt.text(0.5, -0.25, \"sin(np.pi) = 0\", fontdict={'size': 18, 'color': 'r'})\r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "##############################画一个简单的图形#####################################\r\n",
    "# 首先通过 np.linspace 方式生成 x，\r\n",
    "# 它包含了 50 个元素的数组，这 100 个元素均匀的分布在 [0, 50] 的区间上\r\n",
    " \r\n",
    "x = np.linspace(0,50,100)\r\n",
    " \r\n",
    "############################使用子图##############################################\r\n",
    "# 将多张子图展示在一起，可以使用 subplot() 实现。即在调用 plot() 函数之前需要先调用 subplot() 函数。\r\n",
    "# 该函数的第一个参数代表子图的总行数，第二个参数代表子图的总列数，第三个参数代表活跃区域。\r\n",
    "ax1 = plt.subplot(2, 2, 1) # （行，列，活跃区）\r\n",
    "plt.plot(x, np.sin(x), 'r')\r\n",
    " \r\n",
    "ax2 = plt.subplot(2, 2, 2, sharey=ax1) # 与 ax1 共享y轴\r\n",
    "plt.plot(x, 2 * np.cos(x), 'g')\r\n",
    " \r\n",
    "ax3 = plt.subplot(2, 2, 3)\r\n",
    "plt.plot(x, np.tan(x), 'b')\r\n",
    " \r\n",
    "ax4 = plt.subplot(2, 2, 4, sharey=ax3) # 与 ax3 共享y轴\r\n",
    "plt.plot(x, 2 * np.sin(x), 'y')\r\n",
    "#subplot(2, 2, x) 表示将图像窗口分为 2 行 2 列。x 表示当前子图所在的活跃区\r\n",
    " \r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "\r\n",
    "############################调整子图大小的位置##################################\r\n",
    "#上面的每个子图的大小都是一样的。有时候我们需要不同大小的子图。比如将上面第一张子图完全放置在第一行，其他的子图都放在第二行。\r\n",
    "ax1 = plt.subplot(2, 1, 1) # （行，列，活跃区）\r\n",
    "plt.plot(x, np.sin(x), 'r')\r\n",
    " \r\n",
    "ax2 = plt.subplot(2, 3, 4)\r\n",
    "plt.plot(x, 2 * np.sin(x), 'g')\r\n",
    " \r\n",
    "ax3 = plt.subplot(2, 3, 5, sharey=ax2)\r\n",
    "plt.plot(x, np.cos(x), 'b')\r\n",
    " \r\n",
    "ax4 = plt.subplot(2, 3, 6, sharey=ax2)\r\n",
    "plt.plot(x, 2 * np.cos(x), 'y')\r\n",
    "# plt.subplot(2, 1, 1) 将图像窗口分为了 2 行 1 列, 当前活跃区为 1。\r\n",
    " \r\n",
    "# 使用 plt.subplot(2, 3, 4) 将整个图像窗口分为 2 行 3 列, 当前活跃区为 4。\r\n",
    "#\r\n",
    "# 解释下为什么活跃区为 4，因为上一步中使用 plt.subplot(2, 1, 1) 将整个图像窗口分为 2 行 1 列, 第1个小图占用了第1个位置,\r\n",
    "# 也就是整个第1行. 这一步中使用 plt.subplot(2, 3, 4) 将整个图像窗口分为 2 行 3 列,\r\n",
    "# 于是整个图像窗口的第1行就变成了3列, 也就是成了3个位置, 于是第2行的第1个位置是整个图像窗口的第4个位置。\r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ],
      "image/png": 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z06Szd6+18wXQcTj9YO/cSdlDZrvuAD0rTi9oxFWnFZLmlo2TloeZ6eB6LF9ONqRL0hUiFgNOnJAvLCMDHwxwMl+0r48eCLMKH6AHO5dz9obYt49uumXLzH+Hn18nlbSVzA6OUIjW/XVSSadSlBpppesO0Dk7cMDZ5VR37jTvR3OsWUP3mJNreOzdS70OK88lt7mcHDzk95iVnkcgQPeYS9IVgt9oVkl69WrqWp04YX9MHP395v1ojlpkeOzbR/69ajEePaJRGmxxUklbzezgWLvWWSV94ABlD1VC0pmMc5sf53LUdbdCOEBt0vD27KG8baOJP1pEImRDOnnvc5FRqag7DdB4JF3NSQecO/GxGK3bUYkN4/M5O3V33z7r5wtw3iLavZtm6i1ebO17PT10HZ1SrFYzOzic7n0cPkz3mZWeB1C8951s2Hj6nVWsXu2swh8YILERjVr7Xnc33fv12H7MIhqPpDlpVKKktd+3G1ylWFXSoRAdi1NqgjG6Ua0SDuA8Se/aRSra7OAcx9q1ZEk4NeDEj7kSJQ04R9KVDM4BxRRHp5Q0Y9bS77To6qLjcsqG3L+/MoHS3U2T5o4csT8mm9F4JD0wAMybRwrMCpYsIUJ0SklbTb/Twsk1PE6cIJunEpJetYoW5HdqmVermR0c/Bw7pQz37qWJFrNmWfve/Pk0cOwUSXPF2dVl/bt8DQ8ncOIE3SOVkPSqVTRtfXTU/rgAuhaVnK/TKMOjMUm6kpbR53N2MKC/n36jktjWraPjcmL38EoyOzicTMObmKCH26o9BBS/49Tg4b59lZ0vPnDmJEmHw+Yn/mjh5EJL/JmqxO5wsvcxPU2525U8k7zBcUm6AlRK0kDRZ3ICfX3UCASD1r+7ahUNVDkx4GQHSTtxziodAAaKa087qaQrIRzAWZIeGKABYCvZQxxr1wJjY86sxV1J+h0HV7lO+NJ8in4l9xj3sV2StgbPzAy1jJUQDkDfGxggQrQblWR2cPCbyIkbdd8+Sikys2KaHk6qnGq67gCRjhNKenqalmit9B5btYrIwYl7rFJ/FXA2w2PPHlL4VuYHcKxcST0QJ+6xSpMMAIrpNMnwaCiSDnITvxolnUrZPxjAc1ArfbCdVBM8/c7Mwkp68GnRTipps1P79XBqpTL+YFeqpFevpnvM7rW4GaNzVmmj5iRJ84k/lSj8cJiWBm1EIeCStHUE+Q7WlZK0UwstHTtGs7kqvRn4gJNTJF1p4wE4l+Gxfz/NmrM6AMzR1UWDTePjtoZVlb8KONf7OHGCVH6l99jSpTRw7oRFtGdPZVYHx6pVztz7AwM0ANzRUdn3u7tpUpOTMzVtQEORdIB7ttW0jID9pFNti+3xkKK0+8HO5SpPv+PgFpHdqKbrDjjX++AkXWls/Ht232PVdN0B6kl1d9uvpNNpsncqbdQA53z8SjM7OLq7nZ+paQMaiqSDhw/TguLt7ZVV4NRgQLUkzb9r981w/DitCVItSQ8NAZOT9sUFVP8AOeXj79tH2RNWJz9wLFxIXXi7SceOe8wJMuT+ezVKuquruFKjnagmyQA4bTI8Go+kqyEcj8eZ7vv+/TTlupLBOY6uLrrh7ZzhVE1mB4cT3fdkkjzbagiHe9lOKOlqVKHXS8flBEn7fNbWX9Gjq4smADlxj1WrpAF7r2UySTM0qyHpWq1DXyUai6QPHarupAN04p1Q0nzlrEqxahXNcDp+3LawbCFpJ9LwDhyggbBqSDoapUlNTpB0NecLcEaxDgwQQRvtdq1CVxeR17Fj9sbF664UTgiBgwepMaqGL9ra6B5zSdokZmYQqGT1Oz34YICdE0eqGXXncMJj3beP8ratro2hBY/LzgfIjq47/76d52t8nJZPrUYVAsWBMDsVa6PeY/v30+CviX0NpXDyHquWL5ywIW1G45A0X6fBDiWdzRJR24VGfYD27aN6K0m/44hEyGe1U0k3KklXOzjHwXtFg4PVx8RRrb8KOEfSXV3W11/RoqWFMn2cuJaNdo85gMYhaX7Sq+2K2n2j8jSwam+GpUuJTO1UE9Wm33HY7eMPDNCDOXdudfV0dZG3nUjYFxdgD0lr66sWo6M0W9COe8zvt5+kqz1fgP0+fqPeYw7AEknncjl89atfxQ033ICbbroJh+yc5lzp6nd62P0A2aUKAwHyHO16gHjqkB0PkN0kbYf6AqgOxuxbDa/aCTYcdq95YlfX3e+nsRO77rFsls59tfc+YL+Pz3sejXaPOQBLJP3II48glUrhl7/8JT73uc/hm9/8pn2RDAwg09ZWeWI6R2cndeHtulHt6lYB9ib1Dw5S62+Xkj51yr40PDvsIcD+XtHAAM2wbG6urp7Fi2ksoNGEAK/DrvN19CjlSdt17x89at82cnbYQ4CzSzbYBEsk3dvbi0svvRQAsGnTJuzkOxvbgYEBpKtJceOwe6Uyu9QXYO8DZFfXHbCXDO1UX3aTtF09D5/P3slJvJ5GvcfsvJZ2KNZMhsacGu3edwiWcspisRiimkkAPp8PmUwGfl1qWl8FC+MsDIcx84pX4KANi+os6uxEqK8PL9lQ14LeXkTmzsWADdbOrGgU88bGsOfJJ5FrawMAJBKJis5X22OPYSGAAcaQrvI4Q14vVgI4+uc/Yyocrqou/+AgVqdSON7cjHFJXKaPmTF0Nzdj4umnMWTDtVy1Zw/iF12E4zbUtXj+fAR27sQBk3WpjnlBby8inZ323WPj49jzxBPIVTopLI/2xx7DAgD7cjlkLJ4z/fGGfT6sAHDkT39CrEqLInD0KFal0xhsbsZEtdeSMXRHIph46qmq77FKn2UjWCLpaDSKeDxe+H8ulysjaADoqWS1uPvuw2BfX2Xf1eOcc4CtW9HT3V1d5gMAjIwAa9bYE9dFFwEA1vj9hRX1+io95ngcCASw6tWvri5/GyisbrY4kah8pT+OfB74gksuwQJJXZaOefVqzBobw6xq45qeBk6eRPu556Ldjmu5aRPw1FPoWbvWlC+qPGaH77GKMT0NBAJY/epXW36Oyo43v/v5klSq+rjyi1stvPRSLLTjnNl0j1X8LOfR29srfN+S3bF582Y8+uijAIDnn38e3dXmmzqFri7Kk7Yjqd8ufxWwN190YIA2+ayWoIHiprR2dPnsGgTjsKv7Xs3awyKsWkUkZsfGx3b5q4C93ff9++keq1boALQLTlubffc+YO+1bGC7wxJJv/a1r0UwGMSNN96If/zHf8QXv/hFp+KqDnbdqDMzNEBnF0nbOdXZzgcbsM/H37+fMlmqmWCjBZ/qXO36zXYOzgH2zdSMx6n3Yfc9Zte1tOse42NFdmQR7dtHu5ZXsoONCHbdYw7Bkgzzer34+te/7lQs9kGbhvfqV1deD1dfdj1AfP3makmarz2cH8S1BV1dwCOPVF+PneoLKO0VVTOwbOcgGFB6j112WeX12H2PNTc37j22ejWwfXv19ezbZ0/6HUdXF2WxHD1a3dopDqFxJrPYicWLSc1Ve6Pa3XUH7Om+nzpFK4rZraSPHaMufDWw0x4C7EuR2r+f0jutbj4rA584Uq1itWP9FT3suMeGh+kes/Narl5NW8hVu2RDtcvz6uHEtHUbcWaStF0pUnZ3kXld1T5Adnty2rq4sqsE1e4uIoJd1lW1S6fq4ffTPVZt971RSdrungdA91guV909ls3S950g6Qb1pc9MkgbsuVH376fBDrvUF0BxHTtWXVK/Uw8QUN05Gx6mCTF2xrVkiX29IjsbNcAeH3/fPlqJrbXVnpgAOv+Dg9XdY04IFDt8/MOHSYnbeS355CSXpGsMPmJbzRb3dk1v1sKOKcX799O6xsuX2xISAHu6fNVuTSWCz1f9VOd0mrrZdhIOUCTpau4xO5ZO1YMfZzWKdf9+uu9XrLAnJsAeknai5+Hz0XG6JF1jdHWRp1bNFvd2d92BIoFVs4btwEBxTzu7wP1aO0i6ml08RKi2V3ToEHWTnSDpWIx2HakU+/bZ26gB9vSK9u+nDWSrnNxUgtmzadelakjaroXY9HBiIwebcGaTNFD5jZpOU1qO3V1k/kBWsxed3f4qR7Xd9z17igtJ2Qn+AFWqWJ0YAAaqV4aTk5Rn7ZSSrpak7T5fduyctG9fMYPFTnAhUE2vyCGcuSRd7Wp4Bw7QGgF2q8JolPI7q1HSTjxAQPUkvXcv3ex2TLDRYs0aIrShocq+74S/ClR/jzmlCvnEkWpJ2gkhYAdJ25l+x9HVRb2iSnve/f2Y/YMf2BtTHmcuSS9fThey0hu1v59e1661LaQC1qypnKTHxmgasVMkzQdmKsHevfY3akCxzkp7HwMDNPnBbvW1bFl1a4Q74eEDdN9XYxFNTVGD6BRJHzlS+frNdqffcVRrEf3wh5jzr//qiBI/c0k6FCLfttIHiBOCE6TT3V054TjVded15nKV7WqTzdK5dmKpAN5Q8obTKpwYAAbI2lmxonJlyL/nFBlWKgTsnmCjxerVxVRNq8hkKDYn7v1qB877+5HiwtBmnLkkDVSnJvr7KTWqypXEhFizhnbjGBmx/l0n0u84qrlRDx+mTVCdIOnFi8mHrJSknfLwgeosor17KcWw2vWtRVi7liy7StLwnLKHgOp8/MOHaazICSW9YkV1Pe++PiTtWGpWgDObpKtZOGXPHmdUNFDd4KGd61vrUY3H6lRmB0DphpX2PvjkCadJupJurl3bn4nQ00MxVaKm+XKbTlzLakjaKQ8foJ734sWV3fszM8DBg0jZma6owZlN0l1dle840t/vjB8NFG/+Sh6ggQEaeIxE7I0JoP3iWlqqI2mnVkZcu7YyJX38OPmfTnSRASKMycnKBpycJmmgSLhWsHs3WYWateNtQ0cHpeJVco/ZtcWeDGvXVna+9u0DGEPKVdIVgF9Mq6328HBhjV9HsHw5ZUBUogyd7Lrzlcoq6X3s2UMZBfl1g23HmjXklVsdcOLn2CkyrLT3MTJClpdTjVp3N/VAKiXpdevsj4mj0gyPffuKi5Q5gfXr6Xzlcta+lxcPrt1RCfiNtmuXte85OWgIEEF3dVWupJ1SEkDlHuvevUQMDgycACCVw5j1h5tv8bZhg/0xAZWTtBMz57QIh8lntUrS2SyRTiOStF2bz8qwfn3BurCEvj7A40HKoRX0zmySXrWK5uRb3YuRk7RTdgdADYBVJT01RZMfnFLSQHFt3UzG2vc4STsFfi2snrOdOylveN48+2MCqFfk9VonHaftIYAsD6skzXsrTpP00aPWV1zkOdJOgR/z7t3WvtffDyxbBtbUZH9MONNJmm8hVAlJB4P2ro2hR3c3KQMrC43zHoFTqhCg85VOW7M8ZmZo5N2pngdQVJxWfeldu+h8OaW++H1SiZL2eu1dG0OPnh5qDKw0uJzUnSZpwNo9xtPvnOp5AJX3vPv7q98STIEzm6QBekCtknR/P90Mdi1cL8KaNUAyiUB+T0BT2LGDXjdudCYmbd38t8yAZzc4qQojERrMskLSjNG1d7JRAyqziPbuJXIPBh0JCQARRyplbYduriIdJJ2KMjwOHyaidpKk29tpvRIrSjqXI1HnYK/75UHSR45Yy/BwMv2OI09oQSv+14svUvaFk7tH9PRQ4/TCC+a/U4uuO2DdIjp2jK77+vXOxQQU0wOtDDg5sbCSHpVkeOzeTQNzTswP4KiEpJ3O7OBYt86akj58mHqSrpKuAlxFmT3xvKvvpB8NFBqBoBWVs2MHHY/XwcsWCtGxW1HSTmdQcPA0PLM5yU4PGnKcfTaNF5hdGpQPgNbifAHWSdpJqwOgtbM7O62RNBcCTp8zqxkeTi4fkcfLh6TNWh4vveTMwkp6dHYCra0IHjpkrjxjRJxOWh0cGzdaI+m9e6mb6ERerRZr1tAiOGYtIn7NnVbS55xDr88/b678iRN0HE4TTns77QJvlqQZqw1JA3TsVnpFzz8PzJlDx+Mk1q2jAU2zzyU/ty5JVwGelG+WpGvQMgKggazubvNK+uhRYHy8diR96BAwMWGuvNOZHRxW1/DYtYse6tmznYsJoEbA5wOee85c+VrZQwB1w82eryNHaPfyWpD0pk1EvGYV67PPAps3OzcAzMEbdLM97/5+ur/mznUspDOfpL1eOvFmSdrpHGkt1qxByKwn/eKL9Forktb+phFq4eED1tPwajFoCFBO8rp15kmaK+5axMbT8MxYRHzArBYkfe651JswM1cgkaBree65zsdlNQ3PyZnJeZz5JA1YI2m+sFJbm7MxAUB3N2V3mMkX5fZDLR5sKxkeTs+c02LhQuoVmVGGuRw9aLU4XwBZHmbtjqeeomNZtMjRkAAQSU9OmrOIaknS551Hr729xmV37iQLcvNmZ2MCyCJauNC8ku7rc0naFmzYQFscmdnmyOF0mhLwEWEzrfaOHWTdODnqzrFoEa2xYIakuXqsBRl6PKTYzZD0wYPU+DntR3Ns2kREaGZjgqefBs4/3/GQAFjL8OjrI993zhxnYwIorqYm4JlnjMs++yy91kJJA3TPmHkmR0ZozRYn0xXxciJpwFzrWKuuOwC88pX0+sQTxmVrNWgIEBmaHTzcto3KX3CB83EB5tPwapXZwcEHD40sj9FRympoRJKu1aAhQBPNNm0yT9Lt7c5OLtNi3To6F0Z+eS1mJuPlRtJGlsehQ9Q6nnWW8zEBwJIlSM+fDzz+uLpcMkk3RK1IGqDfevFF4xt12zY6v62ttYlr3Tq6TuPj6nK8Qa4V6WzaRK9GlgcnpVqR9IIFdG2MSLqWmR0c551HjZrRrNve3toMGnKsX0+9sMOH1eVqkNkBvFxIev58Wr/BiKS3bqXXyy5zPqY8ps85x5ik+/vJk6tV4wEQScdi6sVmcjngySeBiy6qWVi45BJ6fewxdbmdO8keqlXjwZWekZJ+6il65Z6s0/B4zK3hceIENXy1Jul4XN0zSqepR1crqwMwn+Hx4os0aOywwn95kLTHY256+NatROa16iIDmNm0idLrjhyRF6rFdHA9zAwe9vVRml4tSfqCC2jCzZ//rC5Xq8wOLc45x5ikn36aLJtaDExznHUWKXyVYq3loCEHb6hUlsfu3TS1vRaDhhxmMzz+9Ce6951cPgIvF5IGiiStSkXauhW49FJnZ/TpMMNvPpWa3rGD1nioRQYFx/r11LipSHrbNnqtJUmHw8CFF6pJOpOh3kc9SHpggGYfisAYsH177awOjiuuoA2M+QCcCPyzWg20AtRYRSLqDA/+WS1J2kyGx8mT9Gy85jWOh/PyIunJSVrPQYRjx2g6+OWX1zSsRHc37XHHCU+EF1+kh8fvr11gkQitk2BE0nPnOrt0qgiXX06KVTbZZmCA1FctCQcgX5rPDBXh6FHK/qg1SV95Jb3+/vfyMr/9LSlup2f0aeHzUcOmUtLPPkvr1Ti9Zoce55xDlppM1P3pT/TqkrSN4N13WSYF96NrTNIIBKgLb6Ska2l1cBhleGzbRiq6VgM6HK96FfnhMl+aX8ta+piAcYYH96NrTdJz55ISfegh8ecTE3Qu3/jG2sYFFAcPZcupPvssndca9m4B0LnYv1/u5T/yCFlWNbjHXj4kfcEFdLPedZf4861b6aSffXZt4wKAiy+mVedisfLPTpyg/NtaDhpybNxIqlQU1/AwzRa78MLax/XKV6p96f/+b7KGaumvApRfPmeOPMPj6aepUa7HPXb11SRQRKtBPvwwkWQ9SPrcc2kVOVHueyZD57KWVgfHm99Mr7/5jfjzP/yBxEINercvH5L2+4G3vx24/34aUdZj61bKHHB4EECIiy6iQR2utLT45S/p9aqrahsTQP48Y8C995Z/xnsktfSjOcJhImoRSZ86Re9fd13tFb7HQ5aHSkmffTY1MLXGVVcR6YnO2QMP0OQlnrdfS6gGD/fsIQKvdY8IoAb3vPPE9/5LL9Ea3TWwOoCXE0kDwDveQfmPv/1t6fsnTtANUWurg4OrUZEv/eMf081SDyV9+eW0c8h//Ef5Z9u2UcNXq1QyPS6/nLrCel/6nnuowbv++rqEhXPPpTEE/ezWbJaIqNZWB8dFF9E4g96XzuXoebj66tqOeXB0d9NUfxFJ88HMeihpgNT09u3ED1r84Q/0yr1+h/HyIunLLqMlQn/1q9L3H32UXutF0u3tNMil96Wfe45skPe/vy5hwesFPvAB4I9/LN/qaNs2engc2tfNEDJf+q67aCCzHpYCALzvfaRYv/vdkreDBw5Q1ke9SDoYBF796nJfureXGpR6WB0A3WObN9O9rx+k++UvKSW2VjOA9bj2WorpvvtK3//DH2iSUI2Wj3h5kbTPR93gBx4o9Vm3biWVUa8WGyBf+oknSmf4/ehH1DV+5zvrF9f73kcP0o9/XHwvnaauez2sDo5XvpKIhw8SAjRb9A9/IBVda6uDY+1aeri/972Se6yVK9haTZ8X4aqraIxBuznBb39L5+p1r6tfXDfeSN7zPfcU39u2jZ7Tz3++PhYkQL3XZctKLY9cju6x17ymZvfYy4ukAeCGG8jneuCB4ntbtxJJ1qO7x3HRRdR150onkQB+/nPgrW8lv7BeWLwYeP3riaT5CPx//RfFV0+Sbmoq96V/8xuyFa67rm5hAQD+/u8pL/nf/53+/+KLmPODH1DjUavFu0Tg4xoPP1x874EH6DzWYlElGT78YUqR/dzn6L5iDPjSl2g1yk9+sn5xeTzU4D7ySHEc68UXadC8RlYHUAFJz8zM4MYbb8R+Kzv9NhIuvpi6Kr/6Fa2J8bWvUdL6q15V37je8haavnvddUQ8995LD/oHPlDfuADgQx8CBgeB3/2OBl4/+EEaVLzmmvrG9apXUXf9//5fUvd33UUeej17RACNMVx6KfDP/0xjIO97H7KtraSu64nubpoq/8ADlEc+NEQZJ294Q33j8vuB73yHBuO+/W0ixa1bgS9/mXq49cS111LD8fDD1DP6yU/o/RoNGgIAmAXs2LGDvfWtb2UXXXQRGxgYEJZ55plnrFRZgt27d1f8XUv45CcZC4cZ6+5mDGDsne9kbGKiNr+tQ8kxnzjBWE8PY83NjK1fz9iSJYxlMnWJqwSpFGPz5jG2cSNjoRBj551X1fmy7TqfOMHYFVfQNVy7lrFAgLHPf96euqvF/fdTXBdeyBjAjnznO/WOiPDRj1JcHg9js2bR388+a/vPVHSN3/IWxiIRxjZsYGzpUsYSCdvjsoxUirH2dsYWLqR7H2DsVa8SFq32vpZxpyUlnUql8L3vfQ8rV650qs2oDW68kVrHTIbshV/8onYL8agwbx7NZFq+nNT9e99bPz9Oi0CAYtmxg2Z+/e53jXO+HnmEeh25HKnpG2+sd1SEN7yBuvBPPAG8852YqkcKpQi33UbW1S23AG96E/CJTxRX8Ks3vvUtuoY7dwK33lqfVEU9AgGyY5qb6Vz9+c+ldlEN4GHM7NbLRdx000249dZb0SWYDtzb24vm5uaKgkkkEgiHwxV91yrCO3Yg2d0NVqPfk0F0zL7hYcz66U8x+v73I1tPP1oD36lTmPNv/4aRj3wEmSr3c3PkOqfTCB45glQDCYjIX/6C2f/xHzj2ne8gHg7X7N5uBFR6jWf95CeIbNuGI9//fn3HiCpAtff19PQ0zhXkhBuS9Le//W08m89X/MlPfgKfz2dI0qIfMoO+vj70OLzLQaPBPeaXB15ux/xyO16g+mOWcadhU/WZz3ym4h914cKFCxfV4eWXgufChQsXpxEqMn3uuOMOu+Nw4cKFCxcCVDRwqEKvmS3aXbhw4cJFGSoaOHThwoULF/WD60m7cOHCRQPDJWkXLly4aGA0RLZ4LpfDrbfeij179iAYDGLLli1YtmxZvcNyBC+88AK+9a1v4Y477sChQ4fwhS98AR6PB6tXr8Y//MM/wFvrbYIcRDqdxpe+9CUcO3YMqVQKH//4x7Fq1aoz+piz2Sy+8pWv4MCBA/B4PPja176GUCh0Rh8zx8jICN72trfhRz/6Efx+/xl/zG9961sRjUYBAIsXL8YNN9yA//W//hd8Ph8uueQS/M3f/I09P1TVZHOb8NBDD7Gbb76ZMcbYc889xz72sY/VOSJn8G//9m/sTW96E7v++usZY4x99KMfZU8++SRjjLFbbrmF/f73v69neLbjrrvuYlu2bGGMMTY2NsYuv/zyM/6YH374YfaFL3yBMcbYk08+yT72sY+d8cfMGGOpVIp94hOfYFdddRUbGBg44485kUiwa6+9tuS9N7/5zezQoUMsl8uxD33oQ2zXrl22/FZDNG29vb249NJLAQCbNm3Czp076xyRM1i6dCm+q1kMfteuXTg/vwj8ZZddhm2qHcNPQ7zuda/Dpz71KQAAYww+n++MP+Yrr7wS3/jGNwAAg4ODaG1tPeOPGQBuv/123Hjjjejs7ARw5t/b/f39mJmZwQc+8AG85z3vwdNPP41UKoWlS5fC4/Hgkksuse2YG4KkY7FYodsAAD6fDxnZ7sGnMa6++mr4NesRMMbgyS8cHolEMDU1Va/QHEEkEkE0GkUsFsPf/u3f4tOf/vQZf8wA4Pf7cfPNN+Mb3/gGrrnmmjP+mH/9619j1qxZBaEFnPn3djgcxgc/+EH8x3/8B772ta/hi1/8Ipo0uxTZecwNQdLRaBRxzeawuVyuhMzOVGg9ung8jtZGWFnOZhw/fhzvec97cO211+Kaa655WRwzQMryoYcewi233IJkMll4/0w85rvvvhvbtm3DTTfdhL6+Ptx8880YHR0tfH4mHvOKFSvw5je/GR6PBytWrEBLSwvGx8cLn9t5zA1B0ps3b8aj+X0Gn3/+eXR3d9c5otpg3bp12L59OwDg0UcfxXn12tTVIQwPD+MDH/gAPv/5z+O6/G4pZ/ox33PPPfjXf/1XAEBTUxM8Hg82bNhwRh/zz3/+c/zsZz/DHXfcgZ6eHtx+++247LLLzuhjvuuuu/DNb34TADA0NISZmRk0Nzfj8OHDYIzhscces+2YG2IyC8/u2Lt3LxhjuO2224Qr7J0JOHr0KD772c/iV7/6FQ4cOIBbbrkF6XQaK1euxJYtW+BrhPWjbcKWLVvw4IMPlqw//uUvfxlbtmw5Y495enoaX/ziFzE8PIxMJoMPf/jD6OrqOqOvsxZ8hUyv13tGH3MqlcIXv/hFDA4OwuPx4O/+7u/g9Xpx2223IZvN4pJLLrFtcbqGIGkXLly4cCFGQ9gdLly4cOFCDJekXbhw4aKB4ZK0CxcuXDQwXJJ24cKFiwaGS9IuXLhw0cBwSdqFCxcuGhguSbtw4cJFA8P2udfu9lmNA9FWPJXCva6NA/e6nrkQXVtHFsjQ/lBfXx96enqc+JmK8HKJx4mHz72u5nG6Xlegsc5lI8UCOBuP7NpaImnRIu6vec1rbAnQRf3gXtczE+51PTNgiaTvvfdetLe345/+6Z8wPj6Ot7zlLe5FPwPgXtczE+51PTNgaeBQtIi7WXz7iW/jvj33WYvOBE7GT+Jtv3wbhqeHba/7gb0P4P89/f9MlR2dGcVkctJ03Q/uexCjM6OG5TK5DP734/8bU0nn1uOt5rq6aFxYva6ZzAR27boeuZzxfWkVIyMP4OjR/89U2UxmEplMzHTdw8P3IpU6ZViOsSyOHPk2MhnzzxJjWVPlRkd/jwMHvmq6XiuwpKQjkQgAlCziLkJfX1/h70Qigb6+Pnz2958FAOx+x27D3zk+fRx3DtyJv1r9V5jbNFdZ9r5D9+F/+v8Hl7Rfgtcvfb2y7MDEAH64+4f43Mzn0NnUaRjHm371JgDAq6KvMiz7ynteien0NHZcv8Ow7IHJA3jj796INy59I76x6Rsl50uPrYNbcfNjN+Pp/U/j66/4umHdlaCa69oocOMph9Xrmsnsw8jIXWhqOgd9fbOUdWezJzA9/RM0N78fPt88w1iGhuhZmpp6rWHZU6euRC43hnnzeg3PYyZzCCMj1yIUugrt7d9R1ptMbsP4+Gdx7NijaGu7zTCOWOz/IR7/Pjo7n4LHQwv6y+IZH/8OksnfYXr6zfB6I8p6czlaO9+oHIflgcPjx4/jr//6r/Gud70L11xzjbCM1ljv6+vD/OXzC//vXtMNn1feomdzWVxw+wWYSk1h/bL1+NTmTynj+dngzwAAU6EpQ0P/3sfuxX1H7kPveC+OfuZoYecIEdLZdOHvJV1LEA1GpWUBYPJXpKKTHUlsmr9JWfa+x6lHwUIM4XBYGXdvmgYTdsd2WxqwsDrAVMl1fbkM6FSCRhk4tHJdc7kuPPqoD17vEcPYjxz5HYaHf4pU6n5cfPEpeDzyTnkul8HQEP29atUCBALtyrqHhgYBAIsWTeHYsRZlLEeO/A4jI0Bzc84w5pMnd4DW5X/BsGw6PYbHH6et7pYta0YkshaA/Lo+88xJJJMMixen0NamXkd6164bwFgKPT3/U/K+7NpasjtEi7ibwUtjLxX+3jOyR1l2dGYUUynqjpyaNu7C7B4mZd43bKxauCUyODVY+A0ZdgwVFfHB8YPKsplccauv/3z+Pw3juKf/HgCAV3FjcxyZOAIA2D+6H9mcua6XVVR6XV00NqxeV683iKamLmQy+w3LptMnAQCZzCgymXFl2elpbQ/sgLIsY7nC3ydOGD9LIyP3AgA8HmO9mUgcLsSQy6WVZUdHHyr8nUqdMFE3nbOpqWcNy87M7AVj5rcHtETSP/jBDzA5OYnvf//7uOmmm3DTTTchkUgYfk9L0k8fe1pZVustD8WGDOvefco8SQ/Fi/UZedjbj20v/H1gTH1jaeM8OnVUWZYxht7j1GIenVSXBYDDE3RjJbNJ7DzpzAa9lV5XF42NSq5rc3OPKZJOpU4W/k6n1WJqauqpwt9GJK2tK5UaNIxjcpLqTiaNn6Vk8nDh71jsBYM4ivyQSh03KFtsqGKx5wzjSKVOIRBQ27haWLI7vvKVr+ArX/mKla8AKCXpF0++qCyrJc+T0ycVJYFkJomB0QH4PD7sGd6DbC6rtFJOxov1DU8PY2XHSmnZ/uH+wt8HxtU31uBU8WYyGgycTk8jlU0BKKpkFQ5PFm8sbSNjJyq9ri4aG5Vc10hkHUZGHkAul4bXG5CWS6WK9yIR2hpp2Xh8V+HvmZmXpOUAIJksPkvp9ChUY53ZbAK53DQAIJEwfpa0ZYwalkxmpPC3EUnPzAwAADyegCH5M8aQTlsj6ZpMC39p7CXMbZ6LhS0LMTYzpizLLY65zXNLSFWEA+MHkGM5XLrsUiSzSRyZVF+oofgQZodmAzBW0uOJcSxvX45IIGKopDlJL2pZZEjSYwk6/mVtyzAyM4JERq1sDk8cxupZqwsxuXDhJJqb1wLImFC8JwtEo1WdImQyYwiFlsDv7zCslxNiMLgQ6fSIsmwmQ89SOLwc2eyEYdZGMnkY4XBXyXdlSKdH4Pe3w+MJGdodMzPU84hGzzY8F9nsFBhLNR5JHxg/gBUdK9AebsdEckJZlpPn+s71hnYHJ8SeOWTkj0yrL+pQbAir2laV/I4MY4kxdIQ7sKJjBV4aV7f+nKQ3dG4wjIHHvHHeRoppRn2MhycO4+z5Z1NMBg2cCxfVIhCYA4BUrAqp1BAikfX5skYkPQ6/vx3h8AokEuaUdCSyAZmMOgZOtJHIxvx3jynLJxKHEY1uLPmuDETSsxEMzjdU0onEQQBANHqOoT/PFXww2GAkPTw9jHmReWgPtxuqwVNxOoh1c9YZKumJBBH+0ral9H9FA5BjOZyMn0RXa1fJ78gwnhhHe7gdC1sWGsYxODUIr8eLtXPWGivpPNGe1XkWADVJTyQmMJmcxMZOurG4Cnfhwin4/W0AgGxW/ixRl/0kmpuJpI1ylDlJE+Gpy3JCjETWIZ0egWoL1iJJ07OUTMp70tnsNDKZEUSjJHjSaWOSDgRmIxRagGRSTdKZzBi83jCCwQXIZidLBj/14MffcEp6MjmJ1lCrKZIenh5GS7AFS9uWIp6OI56KS8tyUi6QdEJ+Y43NjCHLslgWXYaAN2DK7mgPt6M11Go4SWVwahDzIvMwt3ku4uk4kpmkPI480Z41z5ikR2ZIlS9tW4qgL+gqaReOw+cjks5k5M9SNjuFXC6BcHg5vN4m00ra729DNqt+llKpQQQCcxAMLgBjKQAz0rKcaCORDYXvystSjKHQYni9zYZKOpMhkg4GFxjaHZnMJHy+Nvj97QAYMhn5MXIlzXssZtB4JD0zjDnNc9AZockmKhVrRUnzQbfZ4dmY0zzHFEl3hDvQGjQm6aH4EOZH52N2M/ndKsXLlTYftIyn5Y0Qn2XYGmpFR7jDVdIuHAdX0iqS5oOGweA8BAJzTJO0z9eqJDCq+wSCwfkIBOhZyuXkcXA7pKlpRf7/8rr5Zz5fK/z+DpN2xyxTdkc2Owm/vzVP0upeCD9XDaekJ5ITRNIhc3bHnOY5mBelWUxKks6T8rK2ZfR/hZLm/naBpGfsU9ITyQm0hdswq4lmaal8aa6GecMSS8unv/LfbQ21oqOpwx04dOE4zJA0z5EOBjstkbTf32qopDOZiXxZepZyuXFFWXqWQiF6lrJZ+cAh/8zna0EgYI6kA4HZCATmIpMZVVoYmcxEnvzb8/+Xx1xU0g1E0qlsCqlsCm2htoKSVvlMw9PDmBuZi7nNdBBGStrn8WF+lGY0qpQ0tw46gh2GSjqTyyCWihVIeio5hZziIk0lp9ASbCmQtMqXHp0Zhc/jQ2ekE16PF/GMXEmXkLSrpF3UAD5fFIBHSaZFNTjHkKQZyxWI1+drRS43o5xIks1O5Yl0Vv77qsaCnodgsBMeT1CppPnxkOLtUHrSuVwa2ewkAoHZ8Pla8t+XP6ekpNtMk7TXG4bPZ25KOFADkuZKkdsdWZZVdvGHp8nuaA210vdTcqXJFWzAF0BzoFmppHk9kUDEkKS5YuUkzcCU3vhUagotoRbMbqIumoqkxxJj6GjqgNfjRUuwRUnSfFZkS6gFHU0driftwnF4PF54PFGlkuapbj5fKwKBucqcY1KwrKCki+/J6/b5WuD3c7tjXFF2DD5fGzweX16lq+vlMRvZHdxGIZKO5mOW81Amw+0O3guRx5xODyMQmKNckkIP50k6U0rSgDrfdywxhvZQe2GtDNX07YnkBNpCdGLaQm1KW4L7u83+ZsxqmqW0JPQkzX9LVbdWSXPVLsLozGihXEuoRdlgaZV0e7jdVdIuagIjkuaERWTaoUyV44TFlTS9p1K8pUrayJMOBDoKsajtDq6kWwxJmqcf+v2z4fdzJa1qAMzbHdQItUk/F6HmShqQkzRjDLFUDC2hlgJJK5V0gpQ0ALSF25REWlDS/ggpWAU5akma169sAFLm7Q6efw3QObFid7ietItawOttUQ5+Ff3dKPz+FqUVoCXpopJWkzQRKbc7xqVl0+mxQjmjQUntwKGRJ11U0rM0doe6ASi1O9Tnjqtzs3Bk+ywttCTNFyKSkU0ik0CO5RANRs2RtE5JK9Vuagp+rx8BbwDRYBTT6WnpNHIeX0dTBwIpmhorI+lMLoNEJlFoWHwen9KWGJ0ZLfjtRo3FVHIKHngQCUQKJJ1jOVMLM7lwUSnMK+lm+HxRMJZGLpeC1xssK6slaT74JqubMYZsNgafrwU+Xxhebxi5nErBjsHv78jXb6SkiwOHfn8HstmYdOq71hrxeAIl74liphS8Vk1PYVwRR8wySddMSbeF2wyVNCfkaDAKn9eHJn+TcrH7MiVt4ElHg1F4PJ5CAzCdnhaWFdkdMpLm8bUEWwp1G6l0fh5aQmpPejI5iZYQ1dvR1IEcyzm6+L8LFwDg8bSYUoMej9fQsy2SdIdmooz4WSJFzgrq1euNgDF5nnQmM6azO9QDh15vE7xef4HYZWRabIQihsdHa4dk4fe3wuv1w+eLnoYkbcGT1pI0f7VLScdSMbQEW0rql9VtiaQ1g3sAEAlGlDHzxgKgc2KUgsd/34yf78KFHfB6jZU0JxrzJF20O2S2hFbt8roZEwupYhy8bKty7Q7yglsLsdB74mPki/L7fFFDu4MfC2+A/P5220nacbuDq8rWUCs8oBFNsyTdEmpRDhyOJ8ZLSVqhpKdSUyXkr/09Ub28Tp56JyNpXoe2AVAp6XgqXjw+E9kdvN5IgFJ2VHW7cGEHjJV0rIRI6T3xfVkk6Tbkcsl8WSOSLjYA2axcSVMckXz9xkqaDwLy73AyFtXLf59bOHKSnsiXLTYAZhs4s6ipJ80h67JbUdKMMUwmJy0NHHK1a0TShUHGYATZ/B5nhnZHqEimqphjqViBcI1IWqukecyqVEAXLuwA96QZY8JUMe3gl7GSLqpjrzeUf09N0loyzWRUSjpe2ILK51On4FHMrYV6+ffFZYt2B2OhktjKy5YqaZ+vzVBJ8+MzC8ftjqn0FALeAEK+EEK+EE3gkKhBKyQdT8eRY7kSJT2dni7Z9qokjmRRSUeCkZLfK6s7FUdzoLmQywyYsDu0SlpCpIlMAgys8PutoVbE03Hp5B7uSZuJ2YULu+D1tuQHA8XL6FqxO3K5ODyeALzeALzeZgBeqeLVEjqvW2Z35HJpMJbSxNGCbDYmnRlIg3vm1D+974HX26QhdFkjVMwaodeItF7GssjlphvPk46n42gLt8Hj8cDjoUwFGYmV2R1Bud2hV7D8VaWOzXrSWrXr8/oQCUTMK2mFJy2yc7IsK11Teio1VVDSjWR3JJPAvn0hR+o+dgw4ZbxrGgBAMXFViGGTG8ozBhw13uijIgwO0jE2MjweTkyyLv6UgPDE93w2Gy8Qncfjgd8vT5Ur96QjUpLmRKi1O9RxTBU8ca6+5WXJRiHO8uUXZJIp6Yn87xdJWm6jTOfLNBhJxzKxEqsjEozYoqR5ZgYnLyMSs+JJx9PxgnIFoFy/Q6SkVfVqY+XnRdYQae0OHk8j2B0PPgi85S0rsEe9XSUA4He/A66/Hnj8ceOy2SyweDHwilcYl2UM2LABeP/7zZH1PfcAc+cCDz9sXPYXvwCWLAH+8Afjsuk08OEPA295i3FZALjuOuDqq83F/NvfAvXYcJzvjK2yA8wqaa0lQeVbpZ6teOBQ7EkXB/eKdoe2Dj14mpz2O2aOj8djNHBoRklrvW4rqImS1u60HQmYJ+mWUIvUvy4QXp68jEjMipKOp+MFIgUMSFrgScuOj8fGYzWyUiaTkw05cHjeeQBjHtx9t3HZf/934K67gHe/27js/ffT66FDgNEWiwcPArt3Az/5CZGqCuk08Nd/TX8/9JC6rLbMl75kTKbf/S4d429+g/xO1HIMDwNPPgns2kWvKjAG3Hgj8KMfGcdrN4xJujIlDUA5fVvkSRsr6aLdAaj8bmsDh1oiVeVg6+Pwek9Dkp7JzpQQXiRo3u6IBhSqNF9Hc6CZ6jUgMW3qmyFJp0qVtEr9W1HSokYIEA+kMsYK083NxFxLLF4MbNw4Y4qkd+b3zj10CIgZhP7Tnxb/fuIJddne3uLf27fLywHA3r1kM+i/J8Nz+b1En3oKOK5epRLPajaHfv55ddlHHiHy9XhKj1WEo0eBqSlgpXwbTsfASZrvH6iHVU9aS9Jeb7MiE8S8J60d3AOKdoOqATCvpPXqv0V5fNo61Uq6NHvFLBwn6UQmUUp4JpQ0J14r1gH/DdEElWwui+n0tDW7Q9OwNAeapQ3LVHIKPo8PYX+4eHySslbsjmQ2iSzLlg0cNoLdAQCXXhrDs88CM/IMKczMAPv2AetpAw9De2TPHuCKKwCfz9hq6O0F/H5g3Tr6DRX25ze/vuAC4OmngUxGXnZ8nJTuxRfT/19S7/aEvXuBjbRxToHcZfjjH4H2duDCC6kXoAL/fN06dTknoFLSxVmBReVIZc0pabVnW0pifDKLaGCdx1bM7pAr6Vwug1wuUYjDnCettTuiBkraA683rDm+aUnMDaqkp7PTBdIFjJV0JBApTHtuCbUgnUsLdzrRWwf8N0R1c3LkhBfyheDz+Mwr6UBEOjuRr4DHU5WiwSiS2WRhCrwqZk7Wojj0PQWjzJhaY8kS2vFcNcDW1wfkcsA73lH8vwyMkYWxcSOwahXQ3y8vCxBJb9hA/8yS9LvfDcTj6jiefZZiede76P8HFPumMka/fcklwMKFpapahIEBIt2uLjpWFRqVpHO5GQC5gnXg9frh9YYteNKRwgBaedkpeL0RePLPP5FZTphlUm53cAujvG7+XpGk/fB4QpY8afnAYRxeb3Ph+affYPnzVF6vNmazcN7uyOjsDgMlrfWvVYq3TEkr7A5uJ/D6jKZvC5W0xZhFjYXe7lCpf/3AqFFmTK2xYAE1QocPy8u8+CK9vvWtpI5VxDsyQgS6fDnZKUbZFX19ROirVxPhpeVLFOOll4C2NuD88+n/hw7Jyx7Jb5P3qleRLaFS0sPDpLy7u4FNm4rHq6p7yRJg2TLK8FAp+r4+YM4cGuysNYp2R/m9JiIaUprmlLTK7hApWF6HPI5Iyau47HT+t/WNhdzuKFX/ck+aUuq0x6eKo0FJOpFNmPek02LCE9kBZapUYQfoZwXyupVK2mTMekJX5TPrGxYz6l/fC2kETxoAFiwgVlQR3v79RHQ9PaQeVQqWK8vly4nIVCSdy5FXvHgxqe5sFjh2rHyhHG0cK1cCixbR/1UpcPyzFSuovIqk9+6l19WrgaVL1fXytL7Fi+kYs1njXkhPj/xzJ6FS0voMDPpbTtJ6T5rbASIQOUZLytL75XXrvWDKwZYpaV62+CwRSVuxO1SNUGm9/H1Rvbw+K6iJki4hGgtKmpOqiJi40jQzcKhXsPxvsyl4KrtjOj1dUlal/rUzGbUxK5W0ru5GsTs6O9PweNRK+vhxoLOTvOOVK9WEzm0FrqSPH5crzVOniOQWLiSCBIBDh8pXYON46SVqJObPB7xeY5KeNQtoaqKYVSQ9MECvq1cDCxaQsk6lxGVHRihjhStpille99GjxXK1hsdDz5RZorGipFUKllSplvDkg5KVKOnSOKKmszuMGha9QqdjOc1IumzgUOFJl6TrWVClKiWtT9cDrClpld3BZycWYlY0Fjw2fowFJa0oa7aBqzWCQSImI5JesID+nj8fOKHYdFmrpBcvJrUsK88zNRYuLBLZiRNiJZ3LUQOwciU1FvPmqUn66NGi4l65suhni8DrWbKEYqE4xGW5jaIlaZkvzRjVM3++/LedhMdDg2AiYtJPIqG/1SStJTG13REvKGLtb4gJT5/6pmpY4iVleN3yxkLfsDRLffRyu8NaA2cGjpJ0OptGhmXK7IBYKiYc/SwjaYXSjKfi8Hl8CPpIQXEyk5XV1qeNQ49UNoV0Li1sWEQxT6enS+o18tH9Xr+pmPWeNI+5UTxpgLr4KpI+caKUpIeGiDRFOHiQMh/a2ojIALkdoCXpTtpUHiMj4mVoRkdJ3XLiXbiw+H0Rjh0rll2yhI5BpuiHhoDWViAcLh6nrG4tSS+lfVOlSnpyklR3vUgaCIP2OVQRnp6kRZkguTISo9znJFh+TZzSuvVlVUqax9GUfw0B8BrYHaXesXhglGeCRDVlm8FYCjlBMoB1u8MHj0fe6xPBUZIW+qqBCBiYcCq0PqtCSbx5S4KPqnLyEylNvTUCEJkqvW6dkmZgSGbLs0ym0+XZK9p6tNBONwdoynnQGzTvSSsWb6oHjEhar6QzGSJNEU6cKJLj4sX0yolNDy1JB4NkT4yMlG/eAAAn8/sYz6PN57FokbHdweOYN49U7YhkNzSt2uVKWpZXrSXpUIgaF1kjxNV4/ZS0R6p4i5kSxfuSCK/8WRLZDEWlKc7CsEJ4lFXhLcRMilc1cGjsSWuXKdXHIetZiOwOWQNH63Cb398QcJqkdYN72r+FXXxBVgUgV8fasoDcShGRtMxnFlkjRlaKWU9au0wpR5O/Sa3+TU6qqQcWLpR377NZUppakgbk5U+eLKpiTtJGSprXOW8eMDwsVtJDQ8UygJqk02kqz3+ff4fXIaqblzFS0kePAoFA8RjnzZOvUcLPEa+zHpDZATLCM6tgjUhMr9DpfbGS1tsG1FhYsWhUNoo5C0PUU6D3ZWWby943gqMkLeyyB+SEZ0WV6smRl5eRv7Y+gAjbtDWi8Jmn09No9pv0pAUxN/maLKn/RrI75s6lWXGiCS3Dw0TUepJWER4nsI4OUpsyVTo4SGUDeRt63jy53cF/j9e9aBGpedG08xMnSDlzJc2/w9W4qG5O0nPnUpqhLGZ+fF5vsW5ZvfVW0oB80omY8MSerdgaUecz6xU61SNWvNoYeBwyciyPWXZ8MUsx6+0OdQpeecxmUHu7Q6Gk9SRtZHdoy/LyZglPprplhC6NQz9wqBjs1NsdgEJJp8WNRSMpaU5iIkXIyYoTjRUl7fEQ6cmU5uBg0V4A1Epab3eobAk9ORopaa3d4fNReZmSPnWqeHxA45O0NbtDZjNYU6WygUOZ3aEnPIpD1VgYDxyKM0HkFo01u2O6JAazqL3dIVHSjDFhVgUgH1gT2R0qdaxvAKwMMspi1qfgKQc7BUo67AtbalgayZNWkbS+y64i6WQSmJiwRmJaAiMlLfakh4Yoq6ODtrUrTA4Rxczf42VUSjqZpIksnMgBOlYZSZ88WToxRXV8x49TL4HHXA/IZgZasTvEqltNYmLrQKZgS+0OGfGKlDRZI8b511RW3bCYPb6GtjvMKOlkNgkGJlTSshQ1od0hsVGCviD83qLaag40YyYzU9geq1CvyJOWEG8qm0KWZUtibgo0CcvymK140gFvAAFfMbUsEqRGSB9zvcBJR0Q2ejXIsyBEJM3JUUvSKiV96lQp4c2bB8TjPqHtMjREZbnNYIWk29uJLEVKmh+ztrHo7JSvWa2PubOzmMWhB2+ELI4v2QqZHUDvFdeqAHj2Qxq5XFpQVqxK9cTLWBaMJUtIjHbq9ikUbCnhkd0hayxKY6Ysk/KYZY2Q2Zgp28QjtYq0qtssamJ3mPGkRYTu9XgR9oflqlQ0cGjCRtH+jj7LRJbdoT0efczasl6PF03+JlOeO5D3pE2W5b8j2ySg1lApTT3xejxEPCKbgX+/GpIG5GSqVbtWSNrjkSte3tjo65bFrLVzAHUvROt11wsqO0C7VgWVFROvyJOWebaiqdu06H5Y4V/r7Q4rMYuJV2bnWIlZZRU1nJK2kt0hmmEHqG0Js0pa5F/LLAwr2R0iz10Vs4h4lY2Q4PhEcdQLKqI5dYqUc0RzCHPnipWmjKRF5Dg9Tf+0JK2yUvSEZ0TSwSDQotmCrrNTTP76rBFet6jemRlal0Qbs6oXovev6wF5HnE50RS7+GKSNmMHiMgRoCnqZv1dmZKmQUZZzGLiNaP+RcfH/3/aeNIyX1X7GYfIN+blZZkS2qwK/l2ZktarbpnfLVLHRmWFJC3YQFOk/lXZHWZjrheiUcrCkBHNnDmlXXYZiYlIurOzSMj6enld2rLaz7TQZo1oY5aR9Ny5pTHPm6fuKWjjmDOnSMhmY1adu3pCnnNcnqEgWzdDnFVhpLpFJC3zpM2SozxmWcMiHsA0Vt2qOBpTSYvsDokaVBKeWSWtyJOW2R2yxkI42KkjU1FZ/n+zSlqV3WE25npBZQfoLQmAiEelpM0oXv5/LYnxv2XEqyVpVeaIfnAPkCtpfhwidaw/RlkjpP1MX3c9Vr/TQp6iJlaw9JlelYoG4cwrWAAGdkdpHPLsDnnM1dkd5XYOPwb5YKfDnnQul8NXv/pV3HDDDbjppptwSLVCDMQkVpEq1ZUtZFWY9KSFdoeEePlvNfmbimUraFhkmSBmPWlZIySKuVpYva5ayAhPRDQqcgyFSOVqywLl5a2Qo8gaUcUhalhkFo3MzhHFrFLS+gaAx2yHkq7mulqxO+SqVD4IZ4/dISJH8WCnyL8WxSFb1lQbY7Gs2O6w0liYgSWSfuSRR5BKpfDLX/4Sn/vc5/DNb35TWX46PQ2fx4eAt5ihIBuEE6luQOwz86wKkYKdSZfv5KBPk9PGIWos9FkVVqwRXl5fNplNIsdyZWW5Jy2KuVZK2up11UKmNEVd9rlz5XaA3maQebYiwotEgFAoZ0p18+9aIWlZzCI7R/u7HPwYtHVz20XfAIiOr1JUc12L2Q+l61WIMhTUg3D6TBBaF8TMICOhyVRWBX23GblcAkyX/WRNSfNMkJAuZlHDwkm63O7QNxaymM3AEkn39vbi0ksvBQBs2rQJO/kGdhLMZGbQ5G8qGVWVZWxYUdKqsqJ1QfQTTrTfLbM7BAN2snVBZAOHonxtWcxNviZkWRapbKo8DkGDJYq5Wli9rlpYITxOliJiEtkM/DN9Wf67HB4P0NGRNU14lcQsikNUr5WYRXGIegqVoprrqrID5Eq63A7QZ1XIsh/kSjpsSqHTd+UDmOY96fJMEI/HC6+3vLEQqW5etzxm63aHeJqWBLFYDNGoduERHzKZDPz+0mr68qu7X9xyMVrXtxb+zxHyhnDs5LGS9/cd2gcAOH74OMLjxZY3m8hiLDZWUvbENA3jTw5Plrw/NUqLvDy36zl0hIozAcbj41gUXIS+vj4kEgn09fXhxDjVsffAXixLFxfuHTw1iKAnWBZz2BvGkaEjpmMejY0KY54Ynih538/8hZjbgm0lMWdCmdI68jHvObCnJOZqYfW6AiicR6+3EydPdqCvr7iBYSrlwdTUWjB2En19I5rvRAEswVNPHcD0dLEhPXx4OVpasujrK66oFIt5AazBzp1D6OsrrsrU1zcXfv9sDA72l6Tztbcvw4EDCfT1FRf8ePbZCICliMcPoq+vmETt83ViaKgdfX17C+8lkx7EYvKYn376AGZmijEfObIc0WhpzFNTFPOuXUM466xE4Xz1989FIDALx47tKZns0tKyAgcOpEti7u2lmGOx0pgrQSXXlY45genpyXzsz8PnK7YY09Nj8PtnlXwnk6ELceTIPpw6VXx/cvIYGAuV1c9YCCMjR5FOa+8nun8OHToBv79PUzaImZnS5z+bpZbs1KkpxOPF93nMe/Y8D693duH9mZkxpNOzdTGfyMe8tyxmICyIOYzh4aMIBovXNZHYK4w5Hs8gk5HFPFkSsxlYIuloNIq4pt+Xy+XKLjgA9OS3lOhBD9b1rSv8n6P1d60IRoMl7z82/RgAYGPPRixuXVx4f37ffByYPlBS1pefXda1tKvk/ZUzK4HngMUrFmNp29LC+5kHM1gwZwF6enrQ19eHnp4eBEYDwO+Bjs6OkjoCuwNoa2ori7nlwRaEo2FTMc/rm4eXpl8qKesdpk7LqmWrSt5v3U+b0S5esbikjvRv05g/e35pbPmYZ3XOKotPj14z22LnYfW6Aiicx7VraULG0qU9BX+WL2C0bl0nenqKo2Xj4/Ta0rKiZNeRWAw466zS+hmjdDiPZx56euaVvD93LrBuXenxz54dw8xMS0kdzzxDr+edt7ywOQAArFlDvu/y5T1oyg898FXq1q8XxxyNlse8YUN5zIEA4PXOQzg8Wvgsm6WegT7mJUuA8fGwMOZXvKI0Zg6nrytA17ajowv9/UBX1yI0NXUVPnviiQza20vvy0SiGSMjwPz5HViwQHuPBMFYa1n9ExOtaG0Nlbx//Ph2TEwAq1adhaamFYX3n3wyAq83U1J2ZuYlDA8DixatxPz52jq6sGcPsHLlopI6KOYFJmMOYWKipSzm8fEWtLaGABSv1/HjT2BiAli9+iyEw0XR1N+/AGNju3UxH8DwMLBw4cqS39NCdm0t2R2bN2/Go48+CgB4/vnn0d3dbeXrBVi1MMxkYGj/L8pnNmt3iLxgXrdskLEau4PvMi6KWTQwKoq5WlRzXUVdfJnNILMORIOMPHNEZB2IBtWs2B0iK0WUYaL9rhm7Q2ZhyPKeZWUBewYOq7muqgE+83aHeKBMNCipHjg0a3fIbRfzg53lMxl53WZ9dLHdIR5kNANLSvq1r30tHn/8cdx4441gjOG2226z/IOAOEXNLk9a+7m2vJWyevLn5c0OdoqyO6SetF88jVw12Gl3dkc111VLYsuXF/8GxAN22s8BWgNjakrswYpITD+DkKOjIyskPL+fNhKQxcEX4DdqWLQNAI9ZRKSilEQRofPfEjVYfj9NSa8W1VxXI89WC7V/Xf4siXKwZYQnSsET5V9r/28mDtmSorKYecPi1cjaIvEaDxzKGiEzsETSXq8XX//61y3/iB4yEvPAg5AvVPK+dlcUbuZLM0EEKWqZXAapbMpUWUCc+sbLi4jU6/EWdlrRHh/P2OAxSxsWXznxprIpZHKZmk1mqea6iohXpkrb2sgOEKluEeGJZh2ePEnbWunR0ZHB1BQRaCh/Cw0Pl2dgAOIcZVEusyxm1eCejKRF1sWcOWSbJBKUzsfLzp5tz7od1VxXEYkxxiTTsfnGtWZVaXkecZHEmkre93iakMvNgLFcYYF/2cQXUVod7Q4zI1C7PGPDuBGiuMqVdDF7pTRmbZZJMWax+jcDx/c4FEFEePqdVjiaA83IsizSmoVQrChpWdmALwC/12/N7tBbEvlV+/QxR4KRsphlDYvI7pDZOQFfAAFvoGEmswBiktav4cwhsgNUKWciu0O/BgbHrFm0HZNW8coUrIikZXF4PESmZhsWq0paH3MjrNsBiJV0LpcAwASzAnn2gzVVqgURehgeT+lqhnzn8lyuOIgqn+lXbnfIJ8mIMzZEU8j5981kr5TGoT13lSvpupC0yDqQkaOIeK140jKS5u8JbYZA+Y0lsztk1og+ZlUKHq9LW68q5kZZuwOQK+lgUNxlnzevdI0NFUnrCX16mpSniqT1xCtT6LKYW1vF5bVEKuspAOUkPTMjj1nWwDUCSYs8aRXRyHxYMeGJ7Q5RehrfFFdbt4x4RepflsvMy4t8dHHDIk4blNXLPy/WK8sDN0Z9lLTEk5YpWMAc8YoG1mRrgvDyIkVvpayM0M3GzD1pUVlR3bIp5/VCa2u5HcDXyxB12efNK538orIO5s6lSSR8/Q7RkqYcc+ZkCr/NIVPdLS3la47wsqKY9baLalH+zk4es6ckZpWSbkySLveZZTYDLy/KIzZrd8imTHMlXaqOzdsdqvxkUcOSy8liLt9uSxazuBdyuilpvyBjQ0J4Iu9YNWAnK6tfx5mXFyl6WRxCu0PiX/O6tGUBwSp/fvM9BR6zaPGmekGUhSEjR6CcpEWz8Tj0WRgy3xgokrQ2d1q7Ea4oZr3qlk0gmT+/VP2LlinVxzw25i+J3QxJM9Y4JC0mPK5Ky58lkSq1YneIpm4DWrtDRHhiJV2quuVZFbKGRaaO9XaOTP2LFP1p50nLBg75gvlaWFLSghl5fCcTKeEJ0vvMpuAZKelq7Q6p7dJAdgdQbkuoiGb+fPqcz4I/fry447eoXsAcSc+eTSTNCTQWI0Ur28zVSsOyYAHFyWM+cQJobi5da0RbLwAMD/tKYheRNI+NNyxTUzSI2Agkreqym7UDrAwcypW03O6QzTgU2x1WvHEx8Zq1O0RKWpYJYgZ1tTu061WIdi0BikSl3TYqnorD5/EJsyr459qy2nr0cWjLprNppHNpJaHrY1Z50lrilWWviOwOlZKWbRFWT+i3jdIvD6rFvHlAKlWcJDI4SN8X2Qz6AT4VSTc1MbS2Fklav8eiHnoLQ6WkFywg8pyYoP8PDcl3TuGxjY76DWNuaaF1R/i5E61RXS/wNTZKlTQ9g2JVWkq8skwQKsuzH7KaumWetEhJc8LTZ1U0CWI2r6SLMYtzu3mWibZu2bnQ/jb9LT93RqibktavVxFLxYQkzd/TE54oE4SvsVFiHSjsDv2qeTOZmUJ8orI5lkMymyypW0b+PM6SsoqY9ccni0Ov/pOZJBb98yLc039PWdlaYdGi4ixDxuS5zED5Lir6TWW14EqTk5iK8IBSW0K/x6IeWruDx6xS0kCR+PV7LOrrBYDRUVLSR/MzvvkO5Fp4PHTsjUjSxTU2ROQosjui0O4ZSJkgskFGsS0hJjCRJz0tyQQpXxdE5aOXH18SouwVOg6KjbFiloloJT4qW+7n53JxeL1NZTGbQd1S8AABiSkIr0RpSgb3gHKfWaVKo8FomULndcji0HvHSiWts2hkMev9bpXdobddRmdGMTg1iBMxyTbcNcCiRURy6TSpzVRKraSBIiEdPy4n6YULicg40Q0Nkc0QkYgRLUlzQpWR9MKFVCaXA8bGaHBy8WJx2UpIemSElPTRo2TlNJU7eYU4GpGkAa40zarSiIQcVZ5tKYmp7Y7SLBOZt6uPQ+Zfi2PmalfsuQOlJC1L1xPbHTFhvWZQNyUNlHvHZu0O2eAeLy/0pAXl9SStyqoQWimShkWm/qUkrSNew4FDwfGJzl2tsGgRqdHjx42JRr/VlUpJBwJUnq+rceSInEh53WZJeulSalROnCjWv3SpuKyIpGXH19REqYdDQ0WSVsXc2CQdKSMaQEa8eiUtz2YQ5zPLSJqr0lIlLfN2rTUszTrP3QxJl3rjKrtDH0clVgdgccahXRDtcyjzpEWEZ0lJG9kdAgUrsztEMatIukSlVxCzsLHwlw4cNgpJA2R5xPKHvGSJuCwnoBMnaGBvYkJO0rweTqKHDhWnnougtzsCAfGAJFAk5MOHi4N7spi1JJ1KAaOjciUNUIzHjtF4iVmS5o0cn/DTCJBZByIS0w/CqW0GceaILE2OPo/pyoqfJYrDXH6y3M4RDzICertDHMcZqaQZY4ilYqbtDtn6Gry82XQ2qZIWDdjp7A7GmHQyi4ikY6kYWoItZWWBcvVvZLuYbYRqBU5Cx44BL71Ef4umbgM05bm5GTh40Fjt8rq53XHwoDFJT06SdXH8uHxwDygl6cOHS9/To6WFFPLx4+ocaY4VK4BjxwIAjEl60SKa8DI+Tudu2TJau6MRoB8MVKtSmZI2Z3cYKelSko7B5xM/SzLbRW53lNbLj0UWc7ndYXbgUNwImUFdSZqTUTKbRJZlpbnMQLmCVapSnToO+oLwe8vv/Ggwing6jlx+xNZowE4fs2inFUBs0Uwlp9ASkpC0LstEtDuMNuZYKlbIMlHZObWCVknv308pdaKBMoBIc/VqYN++IkmbUdLxeOkiTiKsyK9OOTBA5Kiqd1l+ZclDh4ikg0G5j84H+I4dA/bupfdEa3FwLF8ODA4GkEhQzEZKGiA1PTAArFolL1tr6JV0cdeScFlZny8KxlLI5ZdCKM4KNLY7iruWiO5hnmWiJdMpqSrV5zOLdocplm1BLhcvZGyoSTqaj5WLtBxyuYREdZdnpJx2SlpvYajUrtfjRXOguSpPWqYy+e/NpKl1nEpOlcSnr9dszD6vD03+pjIlLY0jUK6OZT2FlmBLYdEoXq8s5lph1iyawceV9IoVKFktTA9O0gcP0v9VJLZ4MVkoO3bQ/1UkzZfv7esDdu8GVEtut7bS4kmHD1MjsGSJOububqC/n/4BwNq18rLLlwMzM148/3zxGGTgJH3kCJ2TRiLpciVNRKPPUOJlqUw8/zqVf19sjZSWlatdj8dTptKz2Rj8fvNKWrS+hja2YhzmlbRqcorX64fHEzTluZtBXUmak6IR0ei9Y0uDcJLBPe3v8d+fSlE8IltCb3eofGNet2mS1ilpmdetjZnH2ggk7fGQvdHfTyQtszo4Vq+mck8/TTaCSpVyn/gvf6HXZYoNabq7KZbHHiOVvmGDOo6lS4t2h8zq4DjrLCL+F18kgjeyOwDgz3+mVxVJ8xj/+EfKMlGdi1pDv8aGimiKhBfLv3KSLn+W9HaH0boW5SQtV9Iib1wec4suZvMkrbJzeN38HPC6TyslzUmQE42Rr6onXpl/DQjsDkmanPb3ONHxV5EtUVDSKWMlzesusTtSU0pP2rSSzsemj7meJA0Ar3wl8MQTZHeYIelMBvj1r4Gzz1Z7sGedRa933kmvKiXd1EQE+d//Tf83Iunly0l19/cXiVWGjRspG+Q3vyEVrVpKlMf4i1/Q6znnyMt2dABdXcXjayQlLSI8FZECxcE3NeGV2h1GC+KLlLTK7tBbNOYbFnnM+oFDo5j9/lKSVsVhhPqQdJ5o9ErarCqdSk2hNSRYrgzUAHDyB9RKWm9hqOwOvTduq5IW9BQMlbTJXkitcNFFtFjS5KQx0fANQo4dAzZvVpft6SFL4LnnaIBRpWB5eZ7KxglehiuvJIthZAS46ip12Y0b6XVoSG11AES6TU05vPgiNUJGu6ycd14xg6WRSNrvb9WpwbiSHKkM3Y+ZjFxJ6+0OVVYFvS8iabndYWZAEkDBMuHHaM3ukGevUPmWwjkoxnwaK2lTdkeaDzIw5SBca6i1QGC8blm9IrvDA4+pLBMrSjqTyyCRSSh7CvqJPTI7h587Xnc8FS/swF5PXHRR8e93vlNd9uyzi3+rVCZAivXKK+nvD31I7Rtr6w6F1FkjAPD2t9NrIAC8/vXqsmvWFP++8EJ12eZm4PWvp01R169XlwWATZvoddGiYgPWCCCimSwMUhPR2Gd3VKKkGWNKwitPGxTPChTHzElaNeOQnlPV7Et6v6ikKebTLE865A8h4A0UyNSI8LSebTwdBwOTKunWUCtmMjPI5DLwe/2Ip+KYFxXPDigMYKaKSjoaFA+M6DM2rCjpgo1ikILHd3KJp+JoC7cJy4o8aVnMtcTatWR5vOc9xpMxolGyGb78ZeCNbzSu+x3vAO65B/jwh43LfvnLpKZly45qsWgR8LrXUYqdaB1pLYJB4Gc/I2vm+uuN43j/+0fwm9+046MfNS779rcDf/gD8IMfNE76HcAJNpvPYmjKd9llClY/CDcFrzcMryCrijItfBpyNPak02lKZieVzJSKnrJMMvB6/dJZgcXj0ypp+dRtrzcIj8dfUNKZDDXCfr/4xqEGbjQf84wyZiPU7ZZoCbWYVtLRYBQj0yMAgMkknRwZ4RVUenIKHU0darsjWEq8Uym5Qvd5fYgGo4XfN6Ok+VRto+NrDjSDgWEmM1PIZFnYIs4fE3nS9bY6AFK4TzxhvvzatcDdd5sr+8Y3Uh6xmXaouRn4q78yH8f995sv++53my/b1ZVCOm0u5tWrgYcfNl93rcAJKJudhM/XhGw2jmBQ7Dfp7Q4a3BM/Sx6PJ2+lTOTLGivpROJASf0quwPga2W0IZuNIxQS54OKlLSKSL3eiMbumMzXISZpv78FyeShkuM7rfKkgVLv2HDgUGN3cPWtsjsAlJCpFbtDRv687onkREnMVpS02Tgmk5PGSpp70unGIGmn4VRHweejf06gzp2bqsGJkHur6gG7UsLLZOQkDQB+f1tBjVrxpItet9xm0JbLZCbg84mfJSvHx+OzpqSNvW4zqB9Jh1pMDxxqB9Y4+UoHDvPkzcupMkH0+dpGqrQt1GZJSZvJGgFQIOSJBDUAE8kJtIXEN5bek1YdnwsX1UCrpOnVOLtDa3eoCa+1pF56z5ikjQjP72/Ll6NnKZOZKLwnj9mckqYJO+aUtNaTVk2nN4O6kbSWxMwQXkFJK3KZgSJ5a1W61OvW+cyqAUleNydprqhlZKo9PlXWCAC0h9sBAOOJceRYDlPJKWW92uNrFLvDxZkHkWcrI9Jixoax3QFQA8DVaCYzkX+vXRpHNhvLD8DJBySpjrZCnVTeDEmbVdJRMBbP189JWma7aGOufC1poEHsjlgqhoA3ULaIP0ckGClMheaEp0rBA0hJ85l5qpxq/vuANbtjPDGOJn8TQv6QsGw0GMVMZgbZXNbQ7uCEPJGcwFRyCgxManeE/WH4PL6G86RdnHngKpFneMgW8QcArzcEGgwsKmnZrEBeNyfnTGYcHo9fkc4WBWMZMJYyVNLc2shkJvKL9GekJO31BuDxhEwrab+/HYwVbRSvNyIcGKWyLQByyOWmDTNBjNAwdoeKaFpDrcixHKbT08WBQwNPeio5hfHEOICiUtXD5/WVTH4xUtJt4aLdMZ4YlxIpUGqlGGV3aO0OI4Xu8XgQDUZLMmNcknbhBLR5xNS9Z1LCo+nbxQWLzHjS3DLIZMbh87VJM5S0toRZuyOTmSg0AjJLgh+jWSXt97cjl+MWzaTUj6bfLPrdZ4SSVlkSANAR7gAAjCXGDO0OrSc9NjNG32/qkNYdCUTMK+lgawlJy8gfKB0M5DGbUdLcl5b1FAA6RldJu3AaWiWdTtOz5PdL1n6F3jtWkzQp6SJJy6wOXi/VGVOuCULxFT3poo0iF1N6v1tFpKVKelJJ/lqrSDWxxwzqS9J5NTiWGCsQsQizmujGGJ0ZNRw41HrSY4k8SSvqbgu3FdSrGUVfCUkb2h15JT2eGC/Ub6TSXU/ahdMoJRpO0vJniTI2xgvfMfKktUraPEnH8t838qTHC/WrSbp0gM/Y7rCmpOncUb50ICBv4FSor92RmgJjDCPTI5jdPFtalivhsZkxTCWn4PP4pDPstJ60GSU9u2k2RmZGkM1lMZ2eNvSkp5JTyLGcaZKeSk4ZkjT/TTN2By8/laI4JpOTyphduKgUpCo9yGYnCyQdCMifpUBgNjKZUcNZgVR3K3K5GeRyadMkTdaBWkmTr+3T2R3GSpoxlk/XUzUsHWCMx6xW0lqrKJ0ezb8nP0YV6qqkM7kMktkkRmdGC2pZBK3dMZmcRGuoVe5f5X3mqaQ5JT2raRZGpkcM0+QAUrcMtEHBRHJCSdLajI2p5BSa/E3wecUJuT6vrzAoye0OIyUdS8UwkZhAlmUxN9IgW3m4OKNAPjPl+5pT0rORTo8UZgWqBg6LtsRkPk2uXVGWfjOTGUM2G4PHQ0uBymImRW/W7qDjy+WmwVgSgYB8oRUeI1fpZj3pTGYUfn97RZvQAnVOwQNIaY7MjGB2k0klrZgVyMFtCVNKupmUtJHXzesFSKWPJ8aVandOM13sU9OnMJYYU5IuQMp5IllU0kae9FRyCsPTwyW/5cKF3SA7QOtJq5T0LKTTI6Y8WE5wmcykoZLmxJlOnzIcZKS625HJTBRypc3YHen0cMlvyeqlmMdNeNI8x5yUtMrLN0Jd7Q6AvGMjJa33pI2699wOMKOkZzfNxujMqGEuM1AkzonEhKHdMbeZ1O2p+CmcjJ/EvIh6QYu2cBvZHQlju2N202wMTw9jZGak8H8XLpwAXwmP+6pqkia7wyiXmT4rTpQxIulgkJ6ldHoYqdRJBIPqZ4kyR8xldwQCc5BOn7JM0kZKWmt3ZDIjCAQqf0brRtKceA9PHEYqm1ISTUuwBT6Pr5DdoVKZQKmSVuUyA0Rwk8lJDE7Rls0q64AT51B8CKlsSknSs5pmwQMPTk0TSXdGJHszaermA4c+j0+6Ch4AzIvMw8n4SZyMnwTgKmkXzoGvhJfJjMHjCRhkP8xGLjeDZJI2jVQREyc4skfiBp50KzyeQJ5MTyIYVD9L5XaHvLEIBuflyf9EPmYzJD1mQkkXBzBPWyXNFxDaeXInACiVtMfjQXu4HWMzYxibMbYOWkOtGE+MU9aIwurQ/u6uU7sAAAui8vUteeNweIJuQhVJ+7w+zG4mxWuKpMNFu6MtrO7OzYvOQzqXxr6RfQBcknbhHHjGRjo9Br+/Q3lf8uyFeJyepWBQ/ixxEkskDud/p11a1uPx5BUvKelAQP0s+XxFkvb5WpReMBE+w/R0f/4YjEk6mRwEkDVQ0lH4fFGkUseRyYxWnNkB1JGkORlyklZldwDkK48lxnBs6hgWtUh2OeV1tyzA4NSgYWqf9nd3ndxV+K4MepJWWRIAkeep6VM4NX3KlJLm2R1GPQVunfCGxSVpF04hGFyIZPIYMpkxpdUBFJVzPL4z/135s8QJjq8UZ5T5EAjMQSp1CqnUkEklPa6cEl6sd14+5l2F35GXpeNPJA4CUNsoAD93g6evkp4XnQcPPKaUNP98KD6EodgQlrQuUZZd0roERyePYmR6xFBJc5tl56mdCPqCSlLnVkj/MLW6KiUNkC99eOIwYqmYIUm3h9sL2R1G5M/Xx959ajeCvqCbJ+3CMYTDS5BKHUc6fUqZfgeQ3QFwwvMWvGQRuBrmCtaYpOcilTqGbHbCUElr7Q5V+h2Agr8dj+8G4DXIMmnPl6VdkcNhNQ+FQguRTB5BJjN2eippv9ePzkhnUUkbDH51hDuw8+ROMDAsaVOfnKVtS5HOpdE/3G9aSe88uRPzo/OV3bm5zXMRCUTw7PFnAZgg6chc7D61GwAMSXpW0yyMzYxh/9h+LGpV9xS0SnpO85y6L/jv4sxFKLQEQA7x+G4TSprbHTsRDM5T2gyBQDv8/g5MTfUCMKekiUhhOHAYCMxBNjuJmZkBhELq7Xl4XdPTuxAIzIbHI6dEysH2IxZ7DgAQDi83qHshpqf7ALDTc+AQIGuBp5wZKemOpo7CQNniVsX2y0BBaQ/Fh0wr6cnkpNKPBsgb65rVhT0jewAA86PqDffmNM0p5F8bkfSa2WuQZVnsPrUba2erN9HjvxtLxdzMDheOgkgaSKeHTNsd2ewkgkHxphVaNDV1YWaGxlWMLIxAYG5h70IjJd3cvAYAQzz+Ipqb1c8SJ+lsNqa0OgB6/r3etoLdYUTSodDCwgzM09LuAEoH6Yw8aW0Km6HdoVHaC6Pqm0XbOKj8aI6uji4ApOyXty9XltVmihiR9IbO4tbWa+asUZSkBsufX33L9aNdOAlO0gCku7JwaInISMECQDhM28r7fFE0Nal34NUSqBGhNzev1/ytJmnKHAmV/YYMfn93vuxcwwWTtA1VzeyO+++/H9dffz1uvPFGfPWrX0Uul6v4h4FihseilkXSZUo5Xr381YW/zdgdHFesuEJZNhqMFmwLIyUNFEl684LNhjYDz5UGjEl67Zy18Oa7WmvnqG8sr8db8KHtIGm7r6uLxoAd11Xru3Z0qJ8ln6+poHJVg4YcTU1E0tHoZqXNQPUVnyVjJd0NwJf/W/0s8a28qF7jXmkgsCn/ajzLNxQqknRzc49heRlMk3QikcB3vvMd/PSnP8Wdd96JWCyGP/3pTxX/MFDcPeUTr/iEYdnXrHxN4W+jgTKtD33pskuVZT0eDz5xHv1+KpsyjKNrVpGkjXDewvMKfxuRdFOgCSs76KZdM1utpIHiRgLvPfu9hmVVcOK6uqg/7Lqu2uyI9vZXK0oSFi36awDF3UhUCIfpWWppOdewbFvb5YW/jTxprzeI5ubVAMyRI2MZAMC8ecabYwYCGwFQfrdx2WKcvEGqBKY3og0Gg7jzzjvR1NQEAMhkMgiF5JNEzOAj534Ee0b2mCLpaDBastuJClzhBn1B6UJMWvz9xX+PpwafwgfO+YBh2VWzqFt27gLjG+vipRdj6O8oI0U1OYVjQ+cGDE8PGxI6ANz3zvuQyWXwxm4T220r4MR1dVF/2H1dPZ6QdNdtLRYv/hRGRx/CggUfMizLLY6WlvMMSgLR6AZcdNEJJBJHlJNTOJqb1yOZPGZK0a9ffzcYS2HWrKsNywYCZ+frNxZSkcgGAD6sW3enYVkVPIwxZvVLd9xxB7Zu3Yof/vCHZV3+3t5eNDcXL2YikUA4bEyUZjCZmkQ6l8bssHG35Pj0cYR9YXSESgc7qo0nm8vi1wd+jWuXX2to0ZiBNp7+8X4MxgdxxSJ1t9IMpqence65xg2JFvW6rnbg5RKP09cVKI89mz0JjycIr7e94rhFYCyLROIehMPXSBdMqvQ8ptN7kM0eQTh8ZbVhlsXj8fQiEFgLr9feQXvZtTVU0t/+9rfx7LOUcvaTn/wE3/rWt3DgwAF897vflXqyPT3FLkZfX1/J/2uFHoh/0454NqzfYFzIJLTxyGKuBL29vcrPT9frKsPLJR6nrysgit3J86p+lio/j87ETPEY9xIqgezaGpL0Zz7zmcLfX/nKVxAMBvH9738fXm9dE0NcVAn3up6ZcK/rmQfTV27Xrl246667sHfvXrz3ve/FTTfdhIcfftjJ2FzUAO51PTPhXtczBxV50ioYdcdc1A5WvUsV3OvaOHCv65kL0bW1naRduHDhwoV9cI0qFy5cuGhguCTtwoULFw0M05NZrCKXy+HWW2/Fnj17EAwGsWXLFixbtsypnxMinU7jS1/6Eo4dO4ZUKoWPf/zjWLVqFb7whS/A4/Fg9erV+Id/+IeajnyPjIzgbW97G370ox/B7/fXNZZK4F5XOU7na+teVznqfl2ZQ3jooYfYzTffzBhj7LnnnmMf+9jHnPopKe666y62ZcsWxhhjY2Nj7PLLL2cf/ehH2ZNPPskYY+yWW25hv//972sWTyqVYp/4xCfYVVddxQYGBuoaS6Vwr6sYp/u1da+rGI1wXR1rAnp7e3HppbRuxqZNm7Bz506nfkqK173udfjUpz4FAGCMwefzYdeuXTj//PMBAJdddhm2bdtWs3huv/123HjjjejspGnf9YylUrjXVYzT/dq611WMRriujpF0LBZDNFpcCMnn8yGTyTj1c0JEIhFEo1HEYjH87d/+LT796U+DMVaYeRWJRDA1NVWTWH79619j1qxZhQcBQN1iqQbudS3HmXBt3etajka5ro6RdDQaRTxeXAkrl8vB73fMApfi+PHjeM973oNrr70W11xzTYl/FI/H0dqq3qfMLtx9993Ytm0bbrrpJvT19eHmm2/G6OhoXWKpBu51LceZcG3d61qORrmujpH05s2b8eijjwIAnn/+eXR3dzv1U1IMDw/jAx/4AD7/+c/juuuuAwCsW7cO27dvBwA8+uijOO884xW47MDPf/5z/OxnP8Mdd9yBnp4e3H777bjsssvqEks1cK9rOc6Ea+te13I0ynV1bDILHy3eu3cvGGO47bbb0NXV5cRPSbFlyxY8+OCDWLmyuJbrl7/8ZWzZsgXpdBorV67Eli1b4PPJ92JzAjfddBNuvfVWeL1e3HLLLXWNxSrc66rG6Xpt3euqRj2vqzvj0IULFy4aGI2buOnChQsXLlySduHChYtGhkvSLly4cNHAcEnahQsXLhoYLkm7cOHCRQPDJWkXLly4aGC4JO3ChQsXDQyXpF24cOGigfH/Az55HZa1u3sRAAAAAElFTkSuQmCC"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "###############散点图###################\r\n",
    "k = 500\r\n",
    "x = np.random.rand(k)\r\n",
    "y = np.random.rand(k)\r\n",
    "size = np.random.rand(k) * 50 # 生成每个点的大小，每个数据点生成控制大小的数组 size\r\n",
    "colour = np.arctan2(x, y) # 生成每个点的颜色大小，每个数据点生成控制颜色的数组 colour\r\n",
    "plt.scatter(x, y, s=size, c=colour)\r\n",
    "plt.colorbar() # 添加颜色栏\r\n",
    " \r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "\r\n",
    "#####################柱状图#############\r\n",
    " \r\n",
    "k = 10\r\n",
    "x = np.arange(k)\r\n",
    "y = np.random.rand(k)\r\n",
    "plt.bar(x, y) # 画出 x 和 y 的柱状图\r\n",
    " \r\n",
    "# 增加数值\r\n",
    "for x, y in zip(x, y):\r\n",
    "    plt.text(x, y , '%.2f' % y, ha='center', va='bottom')\r\n",
    "    # 通过\r\n",
    "    # plt.text\r\n",
    "    # 标注数值，设置参数\r\n",
    "    # ha = 'center'\r\n",
    "    # 横向居中对齐，设置\r\n",
    "    # va = 'bottom'\r\n",
    "    # 纵向底部（顶部）对齐\r\n",
    " \r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "#####################柱状图#############\r\n",
    " \r\n",
    "x = np.array(['aaaaa', 'bbbb', 'ccccc', 'dddd', 'eeeee', 'fffff', 'gggg', 'hhhhh', 'iiiii', 'jjjj'])\r\n",
    "k = len(x)\r\n",
    "#x = np.arange(k)\r\n",
    "y = np.random.rand(k) * 100\r\n",
    "plt.bar(x, y) # 画出 x 和 y 的柱状图\r\n",
    " \r\n",
    "# 增加数值\r\n",
    "for x, y in zip(x, y):\r\n",
    "    plt.text(x, y , '%.2f' % y, ha='center', va='bottom')\r\n",
    "    # 通过\r\n",
    "    # plt.text\r\n",
    "    # 标注数值，设置参数\r\n",
    "    # ha = 'center'\r\n",
    "    # 横向居中对齐，设置\r\n",
    "    # va = 'bottom'\r\n",
    "    # 纵向底部（顶部）对齐\r\n",
    " \r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "\r\n",
    "#####其实只需要配置下后台字体即可\r\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\r\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\r\n",
    "plt.title(\"中文正常\")\r\n",
    "plt.plot(x, y)\r\n",
    "plt.show()\r\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "source": [
    "n = 12\r\n",
    "X = np.arange(n)\r\n",
    "Y1 = (1 - X/float(n)) * np.random.uniform(0.5,1.0,n)\r\n",
    "Y2 = (1 - X/float(n)) * np.random.uniform(0.5,1.0,n)\r\n",
    "#facecolor:表面的颜色;edgecolor:边框的颜色\r\n",
    "plt.bar(X,+Y1,facecolor = '#9999ff',edgecolor = 'white')\r\n",
    "plt.bar(X,-Y2,facecolor = '#ff9999',edgecolor = 'white')\r\n",
    "#描绘text在图表上\r\n",
    "# plt.text(0 + 0.4, 0 + 0.05,\"huhu\")\r\n",
    "for x,y in zip(X,Y1):\r\n",
    "    #ha : horizontal alignment\r\n",
    "    #va : vertical alignment\r\n",
    "    plt.text(x + 0.01,y+0.05,'%.2f'%y,ha = 'center',va='bottom')\r\n",
    " \r\n",
    "for x,y in zip(X,Y2):\r\n",
    "    # ha : horizontal alignment\r\n",
    "    # va : vertical alignment\r\n",
    "    plt.text(x+0.01,-y-0.05,'%.2f'%(-y),ha='center',va='top')\r\n",
    " \r\n",
    "plt.xlim(-.5,n)\r\n",
    "plt.yticks([])\r\n",
    "plt.ylim(-1.25,1.25)\r\n",
    "plt.yticks([])\r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "source": [
    "\r\n",
    "def f(x,y):\r\n",
    "    #the height function\r\n",
    "    return (1-x/2 + x**5+y**3) * np.exp(-x **2 -y**2)\r\n",
    " \r\n",
    "n = 256\r\n",
    "x = np.linspace(-3,3,n)\r\n",
    "y = np.linspace(-3,3,n)\r\n",
    "#meshgrid函数用两个坐标轴上的点在平面上画网格。\r\n",
    "X,Y = np.meshgrid(x,y)\r\n",
    " \r\n",
    "#use plt.contourf to filling contours\r\n",
    "#X Y and value for (X,Y) point\r\n",
    "#这里的8就是说明等高线分成多少个部分，如果是0则分成2半\r\n",
    "#则8是分成10半\r\n",
    "#cmap找对应的颜色，如果高=0就找0对应的颜色值，\r\n",
    "plt.contourf(X,Y,f(X,Y),8,alpha = .75,cmap = plt.cm.hot)\r\n",
    " \r\n",
    "#use plt.contour to add contour lines\r\n",
    "C = plt.contour(X,Y,f(X,Y),8,colors = 'black',linewidth = .5)\r\n",
    " \r\n",
    "#adding label\r\n",
    "plt.clabel(C,inline = True,fontsize = 10)\r\n",
    " \r\n",
    "#ignore ticks\r\n",
    "plt.xticks([])\r\n",
    "plt.yticks([])\r\n",
    " \r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\songzhao\\AppData\\Local\\Temp/ipykernel_62984/1855895839.py:19: UserWarning: The following kwargs were not used by contour: 'linewidth'\n",
      "  C = plt.contour(X,Y,f(X,Y),8,colors = 'black',linewidth = .5)\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\r\n",
    " \r\n",
    "fig = plt.figure()\r\n",
    "ax = Axes3D(fig)\r\n",
    "#X Y value\r\n",
    "X = np.arange(-4,4,0.25)\r\n",
    "Y = np.arange(-4,4,0.25)\r\n",
    "X,Y = np.meshgrid(X,Y)\r\n",
    "R = np.sqrt(X**2 + Y**2)\r\n",
    "#hight value\r\n",
    "Z = np.sin(R)\r\n",
    " \r\n",
    "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=plt.get_cmap('rainbow'))\r\n",
    "\"\"\"\r\n",
    "============= ================================================\r\n",
    "        Argument      Description\r\n",
    "        ============= ================================================\r\n",
    "        *X*, *Y*, *Z* Data values as 2D arrays\r\n",
    "        *rstride*     Array row stride (step size), defaults to 10\r\n",
    "        *cstride*     Array column stride (step size), defaults to 10\r\n",
    "        *color*       Color of the surface patches\r\n",
    "        *cmap*        A colormap for the surface patches.\r\n",
    "        *facecolors*  Face colors for the individual patches\r\n",
    "        *norm*        An instance of Normalize to map values to colors\r\n",
    "        *vmin*        Minimum value to map\r\n",
    "        *vmax*        Maximum value to map\r\n",
    "        *shade*       Whether to shade the facecolors\r\n",
    "        ============= ================================================\r\n",
    "\"\"\"\r\n",
    " \r\n",
    "# I think this is different from plt12_contours\r\n",
    "ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap=plt.get_cmap('rainbow'))\r\n",
    "\"\"\"\r\n",
    "==========  ================================================\r\n",
    "        Argument    Description\r\n",
    "        ==========  ================================================\r\n",
    "        *X*, *Y*,   Data values as numpy.arrays\r\n",
    "        *Z*\r\n",
    "        *zdir*      The direction to use: x, y or z (default)\r\n",
    "        *offset*    If specified plot a projection of the filled contour\r\n",
    "                    on this position in plane normal to zdir\r\n",
    "        ==========  ================================================\r\n",
    "\"\"\"\r\n",
    "ax.set_zlim(-2, 2)\r\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\songzhao\\AppData\\Local\\Temp/ipykernel_62984/2961473565.py:4: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig)\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ]
}